Your Name Here: Sheraz Choudhary

Your TF Name: Joe Palin

Graduate or Undergraduate Credit: Graduate

Image Exif Data Analyzer

In [64]:
import pandas as pd
import numpy as np
import os, sys
import PIL.Image
from PIL import Image
import PIL.ExifTags
from PIL.ExifTags import TAGS, GPSTAGS 

Set Arguments for the images to be scanned:

In [2]:
#directory to scan 
directory="C:/Users/shera/Pictures/2018"
incl_ext=('JPG', 'jpg', 'JPEG', 'jpeg', 'TIFF', 'tiff', 'PNG', 'png')  # files to include in file scan

Define Functions to Scan Directory and Extract EXIF:

In [3]:
def exif_to_df(path):
    """
    Given the full path to an image this function extracts the Exif labels and values of the image.  
    A pandas dataframe is returned with the labels as column names.
    """
    img = Image.open(path)  #open picture at input path 
    
    try:
        imgExif = {TAGS[label]: value  #list comprehension to create dictionary of Exif label in PIL.ExifTags
                   for label, value in img._getexif().items()
                   if label in TAGS}
    except:  #if there is no Exif data return none
        return None
    
    imgExif.pop('MakerNote', None)  #remove MakerNote because it differ with each camera and data format is proprietary
    imgExif.pop('UserComment', None)  #this field in the exif is not used and contains dummy data

    imgExif['ImagePath'] = path
    
    imgExifDf = pd.DataFrame([imgExif])  #convert dictionary to dataframe (https://stackoverflow.com/questions/18837262/convert-python-dict-into-a-dataframe)
    
    return imgExifDf
In [4]:
def scan_exif(dir):
    """
    Scans all files in the input directory (valid path to folder in string format).
    The path of the file is used to call the exif_to_df function to get a dataframe with the Exif values.
    """
    all_df = pd.DataFrame()  #this df will hold all image df (complication is that each image df can have some diff and some same columns)

    for path, dirs, files in os.walk(dir, topdown=True):  #https://gist.github.com/Grimthorr/8ea07f43cebeb4156e54   #https://www.tutorialspoint.com/python/os_walk.htm   #https://stackoverflow.com/questions/30444105/better-way-to-find-absolute-paths-during-os-walk
        for file in files:
            if file.endswith(incl_ext):  #only include file types with exif data (specified as tuple below import statements)
                pathfile=os.path.join(os.path.abspath(path), file)  #absolute path and filename concatenated  #https://stackoverflow.com/questions/30444105/better-way-to-find-absolute-paths-during-os-walk   #https://docs.python.org/2/library/stat.html and https://docs.python.org/3/library/os.html
                img_df = exif_to_df(pathfile)
                all_df = all_df.append(img_df, ignore_index=True)  #append image df to all_df (https://stackoverflow.com/questions/43720337/pandatables-and-exif-adding-columns-as-needed)

    return all_df

Call Functions to create Exif Dataframe and CSV:

In [5]:
# Read all images in directory, create exif dataframe, write to csv file
# Takes around 7-10 min to scan a directory with 13000 images (create backup_df incase corrupt exif_df during cleaning)
exif_df = scan_exif(directory)
exif_df.to_csv('exif_file.csv')

# # code used during testing:
# backup_df = scan_exif(directory)
# exif_df = backup_df
# exif_df.to_csv('exif_file.csv')
# exif_df = backup_df.copy()
In [6]:
pd.set_option('display.max_columns', 150)
pd.set_option('display.max_rows', 1000)
display (exif_df.shape)
exif_df.head()
(13212, 75)
Out[6]:
ApertureValue Artist BitsPerSample BodySerialNumber BrightnessValue CameraOwnerName ColorSpace ComponentsConfiguration CompressedBitsPerPixel Contrast Copyright CustomRendered DateTime DateTimeDigitized DateTimeOriginal DigitalZoomRatio ExifImageHeight ExifImageWidth ExifInteroperabilityOffset ExifOffset ExifVersion ExposureBiasValue ExposureMode ExposureProgram ExposureTime FNumber FileSource Flash FlashPixVersion FocalLength FocalLengthIn35mmFilm FocalPlaneResolutionUnit FocalPlaneXResolution FocalPlaneYResolution GPSInfo ISOSpeedRatings ImageDescription ImageLength ImagePath ImageUniqueID ImageWidth LensMake LensModel LensSerialNumber LensSpecification LightSource Make MaxApertureValue MeteringMode Model Orientation PhotometricInterpretation PrintImageMatching ProcessingSoftware Rating RatingPercent ResolutionUnit SamplesPerPixel Saturation SceneCaptureType SceneType SensingMethod Sharpness ShutterSpeedValue Software SubjectDistance SubjectDistanceRange SubjectLocation SubsecTime SubsecTimeDigitized SubsecTimeOriginal WhiteBalance XResolution YCbCrPositioning YResolution
0 NaN NaN NaN NaN NaN NaN 1.0 NaN NaN NaN NaN NaN NaN NaN 2017:08:19 21:20:08 NaN 1535.0 2046.0 250.0 86 b'0220' NaN NaN NaN NaN NaN NaN NaN NaN (6737101, 262144) NaN NaN NaN NaN NaN NaN NaN NaN C:\Users\shera\Pictures\2018\171230-ZAK-7TH-MO... a97080cd020608d30000000000000000 NaN NaN NaN NaN NaN NaN SONY NaN NaN DSC-RX100M4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Picasa NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 NaN NaN NaN NaN (1984, 2560) NaN 1.0 b'\x01\x02\x03\x00' (5, 1) 0.0 NaN 0.0 2017:12:30 14:46:47 2017:12:30 14:46:47 2017:12:30 14:46:47 (16, 16) 3648.0 5472.0 34230.0 290 b'0230' (3, 10) 0.0 2.0 (1, 125) (28, 10) b'\x03' 16.0 b'0100' (1410, 100) 38.0 NaN NaN NaN NaN 4000.0 NaN C:\Users\shera\Pictures\2018\171230-ZAK-7TH-MO... NaN NaN NaN NaN NaN ((880, 100), (2570, 100), (18, 10), (28, 10)) 0.0 SONY (760, 256) 5.0 DSC-RX100M4 1.0 NaN b'PrintIM\x000300\x00\x00\x02\x00\x02\x00\x01\... NaN NaN NaN 2.0 NaN 0.0 0.0 b'\x01' NaN 0.0 NaN DSC-RX100M4 v1.30 NaN NaN NaN NaN NaN NaN 0.0 (350, 1) 2.0 (350, 1)
2 NaN NaN NaN NaN (1984, 2560) NaN 1.0 b'\x01\x02\x03\x00' (5, 1) 0.0 NaN 0.0 2017:12:30 14:46:47 2017:12:30 14:46:47 2017:12:30 14:46:47 (16, 16) 3648.0 5472.0 34230.0 290 b'0230' (3, 10) 0.0 2.0 (1, 125) (28, 10) b'\x03' 16.0 b'0100' (1410, 100) 38.0 NaN NaN NaN NaN 4000.0 NaN C:\Users\shera\Pictures\2018\171230-ZAK-7TH-MO... NaN NaN NaN NaN NaN ((880, 100), (2570, 100), (18, 10), (28, 10)) 0.0 SONY (760, 256) 5.0 DSC-RX100M4 1.0 NaN b'PrintIM\x000300\x00\x00\x02\x00\x02\x00\x01\... NaN NaN NaN 2.0 NaN 0.0 0.0 b'\x01' NaN 0.0 NaN DSC-RX100M4 v1.30 NaN NaN NaN NaN NaN NaN 0.0 (350, 1) 2.0 (350, 1)
3 NaN NaN NaN NaN (1984, 2560) NaN 1.0 b'\x01\x02\x03\x00' (5, 1) 0.0 NaN 0.0 2017:12:30 14:46:49 2017:12:30 14:46:49 2017:12:30 14:46:49 (16, 16) 3648.0 5472.0 34230.0 290 b'0230' (3, 10) 0.0 2.0 (1, 125) (28, 10) b'\x03' 16.0 b'0100' (1410, 100) 38.0 NaN NaN NaN NaN 4000.0 NaN C:\Users\shera\Pictures\2018\171230-ZAK-7TH-MO... NaN NaN NaN NaN NaN ((880, 100), (2570, 100), (18, 10), (28, 10)) 0.0 SONY (760, 256) 5.0 DSC-RX100M4 1.0 NaN b'PrintIM\x000300\x00\x00\x02\x00\x02\x00\x01\... NaN NaN NaN 2.0 NaN 0.0 0.0 b'\x01' NaN 0.0 NaN DSC-RX100M4 v1.30 NaN NaN NaN NaN NaN NaN 0.0 (350, 1) 2.0 (350, 1)
4 NaN NaN NaN NaN (1834, 2560) NaN 1.0 b'\x01\x02\x03\x00' (5, 1) 0.0 NaN 0.0 2017:12:30 14:46:53 2017:12:30 14:46:53 2017:12:30 14:46:53 (16, 16) 3648.0 5472.0 34230.0 290 b'0230' (3, 10) 0.0 2.0 (1, 125) (28, 10) b'\x03' 16.0 b'0100' (1510, 100) 41.0 NaN NaN NaN NaN 4000.0 NaN C:\Users\shera\Pictures\2018\171230-ZAK-7TH-MO... NaN NaN NaN NaN NaN ((880, 100), (2570, 100), (18, 10), (28, 10)) 0.0 SONY (760, 256) 5.0 DSC-RX100M4 1.0 NaN b'PrintIM\x000300\x00\x00\x02\x00\x02\x00\x01\... NaN NaN NaN 2.0 NaN 0.0 0.0 b'\x01' NaN 0.0 NaN DSC-RX100M4 v1.30 NaN NaN NaN NaN NaN NaN 0.0 (350, 1) 2.0 (350, 1)

Let the Data Cleanup Begin

Research columns and then remove all that deemed unnecessary

In [7]:
exif_df = exif_df.drop(['ApertureValue', 'Artist', 'BitsPerSample', 'BodySerialNumber', 'CameraOwnerName', 'ColorSpace', 
                        'ComponentsConfiguration', 'CompressedBitsPerPixel', 'Contrast', 'Copyright', 'CustomRendered', 
                        'DigitalZoomRatio', 'ExifImageHeight', 'ExifImageWidth', 'ExifInteroperabilityOffset', 'ExifOffset', 
                        'ExifVersion', 'FileSource', 'FlashPixVersion', 'FocalPlaneResolutionUnit', 'FocalPlaneXResolution', 
                        'FocalPlaneYResolution', 'GPSInfo', 'ImageDescription', 'ImageLength', 'ImageUniqueID', 'ImageWidth', 
                        'LensMake', 'LensModel', 'LensSerialNumber', 'LightSource', 'LensSpecification', 'MaxApertureValue', 
                        'Orientation', 'PhotometricInterpretation', 'PrintImageMatching', 'ProcessingSoftware', 
                        'ResolutionUnit', 'SamplesPerPixel', 'Saturation', 'SceneCaptureType', 'SceneType', 'SensingMethod', 
                        'Sharpness', 'ShutterSpeedValue', 'SubjectLocation', 'SubsecTime', 'SubsecTimeDigitized', 
                        'SubsecTimeOriginal', 'XResolution', 'YCbCrPositioning', 'YResolution'], axis=1)

Fill some missing values, simplify values and delete rows not needed

In [8]:
# Remove row where 'Model' is null or iPhone
print("Before:", exif_df.shape)
exif_df = exif_df.dropna(subset=['Model'])
exif_df = exif_df[exif_df['Make'] != 'Apple']
print("After:", exif_df.shape)
Before: (13212, 23)
After: (13194, 23)
In [9]:
# create mask for canon and replace nulls in 'FocalLengthIn35mmFilm' with appropriate values
canon_mask = exif_df['Model'].str.contains('Canon')

exif_df['FocalLengthIn35mmFilm'][canon_mask] = exif_df['FocalLength']  # canon is a 35mm camera so these are equivalent
In [10]:
# clean-up df rows from externally modified sources using the 'Software' column
print("Before:", exif_df.shape)
exif_df['Software'] = exif_df['Software'].replace(np.nan, 'Unknown')  # Canon does not populate 'Software'
exif_df = exif_df[exif_df['Software'].str.contains('Picasa') == False]
exif_df = exif_df[exif_df['Software'].str.contains('Adobe ') == False]
exif_df = exif_df[exif_df['Software'].str.contains('Windows ') == False]
exif_df = exif_df[exif_df['Software'].str.contains('marlin') == False]
print("After:", exif_df.shape)
Before: (13194, 23)
After: (12630, 23)
In [11]:
# Simplify flash values to 0 or 1 based on if the flash fired or not
flash_y_mask = exif_df['Flash'].isin([9, 13, 15])
flash_n_mask = exif_df['Flash'] == 16

exif_df['Flash'][flash_y_mask] = 1  # 9,13,15 all mean flash fired
exif_df['Flash'][flash_n_mask] = 0  # 16 means flash did not fire
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:6: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  
In [12]:
# create masks for filenames (filenames roughly correlate with picture content--estimate 90% correctly labeled)
baby_some_mask = exif_df['ImagePath'].str.contains('Zak')
baby_all_mask = exif_df['ImagePath'].str.contains('ZAK')
copy_mask = exif_df['ImagePath'].str.contains('Copy')
random_mask = exif_df['ImagePath'].str.contains('Random')

exif_df['Subject'] = np.nan

exif_df['Subject'][baby_some_mask] = 'SomeBaby'
exif_df['Subject'][baby_all_mask] = 'AllBaby'
exif_df['Subject'][copy_mask] = 'Copy'
exif_df['Subject'][random_mask] = 'Random'
exif_df['Subject'] = exif_df['Subject'].replace(np.nan, 'Misc')
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:9: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == '__main__':
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:10: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  # Remove the CWD from sys.path while we load stuff.
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:11: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  # This is added back by InteractiveShellApp.init_path()
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:12: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if sys.path[0] == '':

Convert tuples to decimal and calculate APEX values

In [13]:
def val_to_num (val):
    if isinstance(val, tuple):  #convert only tuples  (eg. (280, 100) will be converted to 2.8)
        decimal = val[0]/val[1]
        return round(decimal, 5)
    else:
        return val
In [14]:
# convert all tuple entries to decimal floats
exif_df = exif_df.applymap(lambda val: val_to_num(val))
In [15]:
import math

def apex_vals(fnum, shutter, iso):
    av = round(math.log(fnum**2, 2), 3)
    tv = round(math.log(1/shutter, 2), 3)
    sv = round(math.log((iso/3.125), 2), 3)
    ev = round(av + tv, 3)
    bv = round(ev - sv, 3)
    return (av, tv, sv, bv)


def exposure_val(fnum, shutter, iso):
    ev = math.log((fnum**2 / shutter), 2)
    ev_iso = ev - math.log((iso/100), 2)
    ev_iso = round(ev_iso, 3)
    return ev_iso


def dof_val(fnum, focal, focal35):
    
    c = 0.03 * (focal / focal35)  # calculate circle of confusion based on 0.03 for 35mm sensor
        
    # estimate subject distance based on focallength35
    # custom formula to make nexus distance 1 meter and Canon at 200 distance around 3 meters
    s = focal35 * 2.7196 * (1/c**.5)
    
    h = (focal**2/(fnum*c)) + focal
    dn = (s*(h - focal)) / (h + s - 2*focal)
    df = (s*(h - focal)) / (h - s)
    dof = (df - dn) / 1000  # all units were in mm so convert to meters 
    return dof
   
    
# Test functions to calculate av, tv, sv, bv, ev
print("Ev:", exposure_val(2.8, 0.008, 1600))
print("Av, Tv, Sv, Bv:", apex_vals(2.8, 0.008, 1600))
print("dof:", dof_val(2, 4.6, 26))
Ev: 5.937
Av, Tv, Sv, Bv: (2.971, 6.966, 9.0, 0.937)
dof: 1.2293720572071598
In [16]:
# convert exposure values to APEX system 
# eg. f2.8 lets in 2x the light of 4.0 and 4x the light of 5.6 (in APEX 2.8, 4.0, 5.6 correspond to 3, 4, 5)
exif_df['Av'] = exif_df.apply(lambda row: apex_vals(row['FNumber'], row['ExposureTime'], row['ISOSpeedRatings'])[0], axis=1)
exif_df['Tv'] = exif_df.apply(lambda row: apex_vals(row['FNumber'], row['ExposureTime'], row['ISOSpeedRatings'])[1], axis=1)
exif_df['Sv'] = exif_df.apply(lambda row: apex_vals(row['FNumber'], row['ExposureTime'], row['ISOSpeedRatings'])[2], axis=1)
exif_df['Bv'] = exif_df.apply(lambda row: apex_vals(row['FNumber'], row['ExposureTime'], row['ISOSpeedRatings'])[3], axis=1)
In [17]:
# add calculated dof to the dataframe
exif_df['Dof'] = exif_df.apply(lambda row: dof_val(row['FNumber'], row['FocalLength'], row['FocalLengthIn35mmFilm']), axis=1)

Bin the data and create new feature columns

In [18]:
exif_df['DateTime'] = pd.to_datetime(exif_df['DateTime'], format='%Y:%m:%d %H:%M:%S') #2018:03:01 07:30:17
In [19]:
# Create bins based on hour of day (code modified from Lecture 11 code)
# exif_df['Hour'] = exif_df['DateTime'].apply(lambda x: round(x.hour+(x.minute/60),1))  #if want more precise hour
exif_df['Hour'] = exif_df['DateTime'].apply(lambda x: x.hour)  #if want more precise hour

hr_bins = [-1, 7, 9, 17, 19, 23]
bin_names = ['LateNight', 'Morning', 'Daytime', 'Evening', 'Night']  # text-based bins
# bin_names = [4, 0, 1, 2, 3]  # numerical bins

exif_df['TimeBin'] = pd.cut(exif_df['Hour'], bins=hr_bins, labels=bin_names)
exif_df['TimeBin'] = exif_df['TimeBin'].astype('str')  # convert from category to str so LabelEncoder can be used
# exif_df['TimeBin'] = pd.to_numeric(exif_df['TimeBin'])  # comment out if using text-based bins
In [20]:
# Create bins based on hour of day (code modified from Lecture 11 code)
bv_bins = [-15, -5, 0, 5, 9, 15]
bv_bin_names = ['Dim Indoor', 'Indoor', 'Dusk', 'Weak Sun', 'Strong Sun']  # text-based bins
# bin_names = [0, 1, 2, 3, 4]  # numerical bins

exif_df['BrightnessBin'] = pd.cut(exif_df['Bv'], bins=bv_bins, labels=bv_bin_names)
exif_df['BrightnessBin'] = exif_df['BrightnessBin'].astype('str')  # convert from category to str so LabelEncoder can be used

flash_y_mask = exif_df['Flash'] == 1
exif_df['BrightnessBin'][flash_y_mask] = 'Flash'  # override brightness bin if flash was used
# exif_df['TimeBin'] = pd.to_numeric(exif_df['TimeBin'])  # comment out if using text-based bins
C:\Users\shera\Anaconda3\lib\site-packages\ipykernel_launcher.py:10: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  # Remove the CWD from sys.path while we load stuff.

Label Encoding for Text columns

In [21]:
# code adapted from Lecture 9 code
from sklearn.preprocessing import OneHotEncoder, LabelEncoder

# instantiate the encoder
labels = LabelEncoder()

# fit label encoder to text columns
labels_subject = labels.fit_transform(exif_df['Subject'])
labels_model = labels.fit_transform(exif_df['Model'])
labels_timebin = labels.fit_transform(exif_df['TimeBin'])
labels_bvbin = labels.fit_transform(exif_df['BrightnessBin'])

# add the columns with out of labelencoder fit 
exif_df['Subject_L'] = labels_subject
exif_df['Model_L'] = labels_model
exif_df['TimeBin_L'] = labels_timebin
exif_df['BrightnessBin_L'] = labels_bvbin

Remove additional columns no longer need and reorder the columns

In [22]:
exif_df = exif_df.drop(['BrightnessValue', 'DateTimeDigitized', 'DateTimeOriginal', 'ExposureMode', 'FocalLength', 'Make', 
                        'MeteringMode', 'Software', 'SubjectDistance', 'SubjectDistanceRange', 'WhiteBalance'], axis=1)
In [23]:
exif_df = exif_df[['Subject', 'Subject_L', 'ImagePath', 'DateTime', 'Hour', 'TimeBin', 'TimeBin_L', 'Model', 'Model_L', 
                   'FocalLengthIn35mmFilm', 'ExposureProgram', 'ExposureBiasValue', 'Flash', 'Dof','FNumber', 'Av', 
                   'ExposureTime', 'Tv', 'ISOSpeedRatings', 'Sv', 'Bv', 'BrightnessBin', 'BrightnessBin_L']]
In [24]:
exif_verbose_df = exif_df.copy()
In [25]:
exif_df = exif_df.drop(['FNumber', 'ExposureTime', 'ISOSpeedRatings'], axis=1)

Finally, remove any remaining nulls and test shape of df

From starting shape of (13166, 75) to cleaned shape of (12571, 11)

In [26]:
exif_df = exif_df.dropna()
exif_verbose_df = exif_verbose_df.dropna()
In [27]:
exif_df.isna().any()
Out[27]:
Subject                  False
Subject_L                False
ImagePath                False
DateTime                 False
Hour                     False
TimeBin                  False
TimeBin_L                False
Model                    False
Model_L                  False
FocalLengthIn35mmFilm    False
ExposureProgram          False
ExposureBiasValue        False
Flash                    False
Dof                      False
Av                       False
Tv                       False
Sv                       False
Bv                       False
BrightnessBin            False
BrightnessBin_L          False
dtype: bool
In [28]:
exif_df.dtypes
Out[28]:
Subject                          object
Subject_L                         int64
ImagePath                        object
DateTime                 datetime64[ns]
Hour                            float64
TimeBin                          object
TimeBin_L                         int64
Model                            object
Model_L                           int64
FocalLengthIn35mmFilm           float64
ExposureProgram                 float64
ExposureBiasValue               float64
Flash                           float64
Dof                             float64
Av                              float64
Tv                              float64
Sv                              float64
Bv                              float64
BrightnessBin                    object
BrightnessBin_L                   int64
dtype: object
In [29]:
exif_df = exif_df.reset_index(drop=True)
In [30]:
print("Shape of Cleaned Df:", exif_df.shape)
display(exif_df.tail())
Shape of Cleaned Df: (12616, 20)
Subject Subject_L ImagePath DateTime Hour TimeBin TimeBin_L Model Model_L FocalLengthIn35mmFilm ExposureProgram ExposureBiasValue Flash Dof Av Tv Sv Bv BrightnessBin BrightnessBin_L
12611 Random 3 C:\Users\shera\Pictures\2018\999999-Random\180... 2018-04-28 10:37:56 10.0 Daytime 0 Pixel XL 2 26.0 2.0 0.00000 0.0 1.176592 2.0 10.727 4.000 8.727 Weak Sun 5
12612 Random 3 C:\Users\shera\Pictures\2018\999999-Random\180... 2018-04-28 12:03:27 12.0 Daytime 0 Pixel XL 2 26.0 2.0 0.00000 0.0 1.176592 2.0 9.400 4.000 7.400 Weak Sun 5
12613 Random 3 C:\Users\shera\Pictures\2018\999999-Random\180... 2018-04-29 14:02:20 14.0 Daytime 0 Canon EOS 6D 0 84.0 2.0 0.66667 1.0 0.055426 4.0 5.907 7.000 2.907 Flash 2
12614 Random 3 C:\Users\shera\Pictures\2018\999999-Random\180... 2018-04-29 15:06:54 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.00000 0.0 1.176592 2.0 12.086 4.986 9.100 Strong Sun 4
12615 Random 3 C:\Users\shera\Pictures\2018\999999-Random\180... 2018-04-29 15:07:05 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.00000 0.0 1.176592 2.0 12.025 4.163 9.862 Strong Sun 4
In [31]:
exif_verbose_df.to_csv('exif_cleaned.csv')

Let the Analysis Begin

(no kidding about 70% of time being spent on cleanup)

In [32]:
exif_df.corr()
Out[32]:
Subject_L Hour TimeBin_L Model_L FocalLengthIn35mmFilm ExposureProgram ExposureBiasValue Flash Dof Av Tv Sv Bv BrightnessBin_L
Subject_L 1.000000 0.138458 -0.088869 0.147181 -0.256539 -0.015235 -0.144721 -0.143930 0.057260 -0.143387 0.100450 -0.147633 0.121816 0.184390
Hour 0.138458 1.000000 -0.109333 -0.272586 0.127160 -0.009561 0.232577 0.173850 -0.101463 0.122478 -0.250555 0.366260 -0.358081 0.168964
TimeBin_L -0.088869 -0.109333 1.000000 0.025781 -0.087849 -0.015981 -0.029968 -0.046293 -0.042907 -0.139662 -0.197367 0.173138 -0.252999 -0.020088
Model_L 0.147181 -0.272586 0.025781 1.000000 -0.790205 -0.052002 -0.806654 -0.489260 0.445900 -0.789533 -0.045884 -0.551639 0.197924 0.039091
FocalLengthIn35mmFilm -0.256539 0.127160 -0.087849 -0.790205 1.000000 0.081929 0.594621 0.562925 -0.295731 0.788600 0.052754 0.329691 -0.031424 -0.081852
ExposureProgram -0.015235 -0.009561 -0.015981 -0.052002 0.081929 1.000000 0.016190 0.053219 -0.010409 0.074993 0.015175 -0.011513 0.033344 0.001632
ExposureBiasValue -0.144721 0.232577 -0.029968 -0.806654 0.594621 0.016190 1.000000 0.341942 -0.382956 0.611385 0.029009 0.557162 -0.252081 -0.056906
Flash -0.143930 0.173850 -0.046293 -0.489260 0.562925 0.053219 0.341942 1.000000 -0.150610 0.433673 -0.052237 0.009980 0.070905 -0.082654
Dof 0.057260 -0.101463 -0.042907 0.445900 -0.295731 -0.010409 -0.382956 -0.150610 1.000000 -0.233688 -0.084069 -0.345801 0.160054 -0.019696
Av -0.143387 0.122478 -0.139662 -0.789533 0.788600 0.074993 0.611385 0.433673 -0.233688 1.000000 0.128914 0.300051 0.076122 0.053087
Tv 0.100450 -0.250555 -0.197367 -0.045884 0.052754 0.015175 0.029009 -0.052237 -0.084069 0.128914 1.000000 -0.374526 0.774477 0.154170
Sv -0.147633 0.366260 0.173138 -0.551639 0.329691 -0.011513 0.557162 0.009980 -0.345801 0.300051 -0.374526 1.000000 -0.840914 0.008416
Bv 0.121816 -0.358081 -0.252999 0.197924 -0.031424 0.033344 -0.252081 0.070905 0.160054 0.076122 0.774477 -0.840914 1.000000 0.078531
BrightnessBin_L 0.184390 0.168964 -0.020088 0.039091 -0.081852 0.001632 -0.056906 -0.082654 -0.019696 0.053087 0.154170 0.008416 0.078531 1.000000
In [33]:
exif_df.describe()
Out[33]:
Subject_L Hour TimeBin_L Model_L FocalLengthIn35mmFilm ExposureProgram ExposureBiasValue Flash Dof Av Tv Sv Bv BrightnessBin_L
count 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000 12616.000000
mean 1.420736 14.946814 0.944673 1.305644 50.434052 2.001823 0.208870 0.117866 0.760051 2.628456 6.346547 8.216722 0.758281 2.275761
std 1.787629 3.866083 1.257097 0.578066 32.513889 0.066004 0.199988 0.322462 1.347618 0.670207 1.324523 2.084761 2.829936 1.219593
min 0.000000 0.000000 0.000000 0.000000 24.000000 1.000000 0.000000 0.000000 0.055406 1.696000 1.000000 4.000000 -7.626000 0.000000
25% 0.000000 12.000000 0.000000 1.000000 26.000000 2.000000 0.000000 0.000000 0.305049 2.000000 5.322000 6.824000 -1.255500 1.000000
50% 0.000000 16.000000 0.000000 1.000000 39.000000 2.000000 0.300000 0.000000 0.305282 2.971000 6.322000 8.322000 0.610000 2.000000
75% 4.000000 18.000000 1.000000 2.000000 70.000000 2.000000 0.300000 0.000000 1.176592 2.971000 6.966000 10.000000 2.000000 3.000000
max 4.000000 23.000000 4.000000 2.000000 200.000000 4.000000 1.300000 1.000000 10.890400 5.656000 16.610000 13.000000 11.910000 5.000000

Visualize the data

In [34]:
import matplotlib.pyplot as plt
import seaborn as sns
In [35]:
graph = sns.pairplot(exif_df)
graph.savefig('exif_sns.png')
plt.show()
In [36]:
import plotly
plotly.offline.init_notebook_mode(connected=True)
import plotly.graph_objs as go

import cufflinks as cf
cf.go_offline() #from Lecture 4 (otherwise causes user authentication error)
In [37]:
#load the data
byHour = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['Hour']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byHour.iplot(kind='bar', 
             xTitle='Hour of Day', 
             yTitle="Number of Photos", 
             title='Number of Photos by Hour of Day', 
             filename='hour_graph')
In [38]:
#load the data
byModel = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['Model']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byModel.iplot(kind='bar', 
             xTitle='Camera Model', 
             yTitle="Number of Photos", 
             title='Number of Photos by Camera Model', 
             filename='camera_graph')
In [39]:
#load the data
bySubject = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['Subject']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
bySubject.iplot(kind='bar', 
             xTitle='Subject', 
             yTitle="Number of Photos", 
             title='Number of Photos by Subject', 
             filename='subject_graph')
In [40]:
#load the data
byFocal = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['FocalLengthIn35mmFilm']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byFocal.iplot(kind='bar', 
             xTitle='35mm Focal Length', 
             yTitle="Number of Photos", 
             title='Number of Photos by Focal Length', 
             filename='focal_graph')
In [41]:
#load the data
byAperture = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['FNumber']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byAperture.iplot(kind='bar', 
             xTitle='Aperture', 
             yTitle="Number of Photos", 
             title='Number of Photos by Aperture', 
             filename='aperture_graph')
In [42]:
#load the data
byShutter = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['ExposureTime']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byShutter.iplot(kind='bar', 
             xTitle='Shutter', 
             yTitle="Number of Photos", 
             title='Number of Photos by Shutter', 
             filename='shutter_graph')
In [43]:
#load the data
byISO = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['ISOSpeedRatings']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byISO.iplot(kind='bar', 
             xTitle='ISO Speed', 
             yTitle="Number of Photos", 
             title='Number of Photos by ISO Speed', 
             filename='iso_graph')
In [44]:
#load the data
byBrightness = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['BrightnessBin']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byBrightness.iplot(kind='bar', 
             xTitle='Brightness', 
             yTitle="Number of Photos", 
             title='Number of Photos by Brightness', 
             filename='brightness_graph')
In [45]:
#load the data
byExposureBias = exif_verbose_df['ImagePath'].groupby(exif_verbose_df['ExposureBiasValue']).count()

#Got syntax for cufflinks from: https://plot.ly/ipython-notebooks/cufflinks/
byExposureBias.iplot(kind='bar', 
             xTitle='Exposure Bias', 
             yTitle="Number of Photos", 
             title='Number of Photos by Exposure Bias', 
             filename='exposurebias_graph')

Specify features and targets then split into training and testing dfs

In [47]:
from sklearn.model_selection import train_test_split

X = exif_df[['Hour', 'TimeBin_L', 'Model_L', 'FocalLengthIn35mmFilm', 'ExposureProgram', 'ExposureBiasValue', 'Flash', 
            'Dof', 'Av', 'Tv', 'Sv', 'Bv', 'BrightnessBin_L']]
y = exif_df['Subject']

# all = exif_df[['Subject_L', 'Hour', 'TimeBin_L', 'Model_L', 'FocalLengthIn35mmFilm', 'ExposureProgram', 'ExposureBiasValue', 
#                'Flash', 'Dof', 'Av', 'Tv', 'Sv', 'Bv', 'BrightnessBin_L']]

display(X.head(3))
display(y.head(3))

X_train,X_test,y_train,y_test = train_test_split(X, y, test_size=0.25, random_state=81, stratify=y)
Hour TimeBin_L Model_L FocalLengthIn35mmFilm ExposureProgram ExposureBiasValue Flash Dof Av Tv Sv Bv BrightnessBin_L
0 14.0 0 1 38.0 2.0 0.3 0.0 0.303455 2.971 6.966 10.322 -0.385 3
1 14.0 0 1 38.0 2.0 0.3 0.0 0.303455 2.971 6.966 10.322 -0.385 3
2 14.0 0 1 38.0 2.0 0.3 0.0 0.303455 2.971 6.966 10.322 -0.385 3
0    AllBaby
1    AllBaby
2    AllBaby
Name: Subject, dtype: object

Let's try some models

Decision Tree

In [48]:
from IPython.display import display, Image
from sklearn.tree import DecisionTreeClassifier
from sklearn import tree
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report
from sklearn.metrics import accuracy_score
import pydotplus

tree_clf = DecisionTreeClassifier(max_depth=5, min_samples_leaf=275, random_state=81)
tree_clf.fit(X_train, y_train)
Out[48]:
DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=5,
            max_features=None, max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=275, min_samples_split=2,
            min_weight_fraction_leaf=0.0, presort=False, random_state=81,
            splitter='best')
In [49]:
# Decided to use a decision tree
# 0.8 is the best score with an overfitted tree but pruning it to a more manageable level
tree_clf.score(X_test,y_test)
Out[49]:
0.673430564362714
In [50]:
tree_confusion_matrix = confusion_matrix(y_test, tree_clf.predict(X_test))
print(tree_confusion_matrix)
#sns.heatmap(tree_confusion_matrix)
[[1779    0   11    0   65]
 [  23    0    2    0    0]
 [  93    0  120    0   47]
 [  73    0   18    0   30]
 [ 627    0   41    0  225]]
In [51]:
print(classification_report(y_test, tree_clf.predict(X_test)))  # does not display properly with display()
             precision    recall  f1-score   support

    AllBaby       0.69      0.96      0.80      1855
       Copy       0.00      0.00      0.00        25
       Misc       0.62      0.46      0.53       260
     Random       0.00      0.00      0.00       121
   SomeBaby       0.61      0.25      0.36       893

avg / total       0.63      0.67      0.62      3154

C:\Users\shera\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1135: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

In [52]:
# Visualize the decision tree (not that great because everyone is predicted to be normal)
features = list(X.columns)
labels = ['AllBaby', 'Copy', 'Misc', 'Random', 'SomeBaby']

with open("exif_tree.dot", 'w') as f:
    f = tree.export_graphviz(tree_clf, feature_names=features, class_names=labels, filled=True, rounded=True, out_file=f)
graph = pydotplus.graph_from_dot_data(open('exif_tree.dot').read()) 
Image(graph.create_png())
Out[52]:
In [53]:
subject_tree_predict = tree_clf.predict(X)
exif_df['TreePredict'] = subject_tree_predict
exif_df = exif_df[['TreePredict', 'Subject', 'Subject_L', 'ImagePath', 'DateTime', 'Hour', 'TimeBin', 'TimeBin_L', 'Model', 
                   'Model_L', 'FocalLengthIn35mmFilm', 'ExposureProgram', 'ExposureBiasValue', 'Flash', 'Dof', 'Av', 'Tv', 
                   'Sv', 'Bv', 'BrightnessBin', 'BrightnessBin_L']]
In [54]:
pd.options.display.max_colwidth = 500  # display full image path
exif_df[exif_df['Subject']=='SomeBaby'].tail(500)
Out[54]:
TreePredict Subject Subject_L ImagePath DateTime Hour TimeBin TimeBin_L Model Model_L FocalLengthIn35mmFilm ExposureProgram ExposureBiasValue Flash Dof Av Tv Sv Bv BrightnessBin BrightnessBin_L
11447 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174531.JPG 2018-04-14 17:45:31 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 11.000 -2.338 Indoor 3
11448 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174532.JPG 2018-04-14 17:45:32 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 11.000 -2.338 Indoor 3
11449 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174536.JPG 2018-04-14 17:45:36 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.322 -1.660 Indoor 3
11450 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174536_1.JPG 2018-04-14 17:45:36 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.322 -1.660 Indoor 3
11451 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174703.JPG 2018-04-14 17:47:03 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 5.907 11.000 -2.122 Indoor 3
11452 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174715.JPG 2018-04-14 17:47:15 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11453 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174716.JPG 2018-04-14 17:47:16 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11454 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174716_1.JPG 2018-04-14 17:47:16 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11455 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174717.JPG 2018-04-14 17:47:17 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11456 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174718.JPG 2018-04-14 17:47:18 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11457 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174718_1.JPG 2018-04-14 17:47:18 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11458 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174719.JPG 2018-04-14 17:47:19 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 10.644 -0.707 Indoor 3
11459 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174903.JPG 2018-04-14 17:49:03 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.000 -1.338 Indoor 3
11460 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174904.JPG 2018-04-14 17:49:04 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.644 -0.982 Indoor 3
11461 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174905.JPG 2018-04-14 17:49:05 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.644 -0.982 Indoor 3
11462 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174907.JPG 2018-04-14 17:49:07 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 6.966 11.000 -1.063 Indoor 3
11463 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174907_1.JPG 2018-04-14 17:49:07 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 6.966 11.000 -1.063 Indoor 3
11464 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174908.JPG 2018-04-14 17:49:08 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 6.966 11.000 -1.063 Indoor 3
11465 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-174909.JPG 2018-04-14 17:49:09 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 6.966 11.000 -1.063 Indoor 3
11466 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175046.JPG 2018-04-14 17:50:46 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11467 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175048.JPG 2018-04-14 17:50:48 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11468 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175049.JPG 2018-04-14 17:50:49 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11469 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175050.JPG 2018-04-14 17:50:50 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11470 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175051.JPG 2018-04-14 17:50:51 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 11.000 -1.063 Indoor 3
11471 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175106.JPG 2018-04-14 17:51:06 17.0 Daytime 0 DSC-RX100M4 1 49.0 2.0 0.3 0.0 0.303450 2.971 6.966 10.644 -0.707 Indoor 3
11472 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175107.JPG 2018-04-14 17:51:07 17.0 Daytime 0 DSC-RX100M4 1 49.0 2.0 0.3 0.0 0.303450 2.971 6.966 10.644 -0.707 Indoor 3
11473 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-175109.JPG 2018-04-14 17:51:09 17.0 Daytime 0 DSC-RX100M4 1 49.0 2.0 0.3 0.0 0.303450 2.971 6.966 10.644 -0.707 Indoor 3
11474 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-183756.jpg 2018-04-14 18:37:56 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.297 -1.390 Indoor 3
11475 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191242.JPG 2018-04-14 19:12:42 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.310481 2.971 4.322 11.000 -3.707 Indoor 3
11476 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191243.JPG 2018-04-14 19:12:43 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.310481 2.971 4.322 11.000 -3.707 Indoor 3
11477 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191246.JPG 2018-04-14 19:12:46 19.0 Evening 1 DSC-RX100M4 1 52.0 2.0 0.3 0.0 0.313579 2.971 4.322 11.000 -3.707 Indoor 3
11478 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191247.JPG 2018-04-14 19:12:47 19.0 Evening 1 DSC-RX100M4 1 52.0 2.0 0.3 0.0 0.313579 2.971 4.322 11.000 -3.707 Indoor 3
11479 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191251.JPG 2018-04-14 19:12:51 19.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 5.644 11.000 -3.660 Indoor 3
11480 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180414-Mike-Alexis-Bergamot-Zak\180414-191252.JPG 2018-04-14 19:12:52 19.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 5.644 11.000 -3.660 Indoor 3
11497 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-173956.jpg 2018-04-17 17:39:56 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 5.322 6.960 0.362 Dusk 1
11498 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174001.jpg 2018-04-17 17:40:01 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.870 -0.963 Indoor 3
11499 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174133.JPG 2018-04-17 17:41:33 17.0 Daytime 0 DSC-RX100M4 1 30.0 2.0 0.3 0.0 0.279673 2.644 4.644 11.000 -3.712 Indoor 3
11500 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174138.JPG 2018-04-17 17:41:38 17.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 4.644 11.000 -3.385 Indoor 3
11501 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174138_1.JPG 2018-04-17 17:41:38 17.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 4.644 11.000 -3.385 Indoor 3
11502 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174139.JPG 2018-04-17 17:41:39 17.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 4.644 11.000 -3.385 Indoor 3
11503 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174142.JPG 2018-04-17 17:41:42 17.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 4.644 11.000 -3.385 Indoor 3
11504 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174145.JPG 2018-04-17 17:41:45 17.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 4.644 11.000 -3.385 Indoor 3
11505 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174255.JPG 2018-04-17 17:42:55 17.0 Daytime 0 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 4.322 11.000 -3.707 Indoor 3
11506 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174257.JPG 2018-04-17 17:42:57 17.0 Daytime 0 DSC-RX100M4 1 26.0 2.0 0.3 0.0 0.237993 2.275 4.907 11.000 -3.818 Indoor 3
11507 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174259.JPG 2018-04-17 17:42:59 17.0 Daytime 0 DSC-RX100M4 1 26.0 2.0 0.3 0.0 0.237993 2.275 5.644 11.000 -3.081 Indoor 3
11508 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174300.JPG 2018-04-17 17:43:00 17.0 Daytime 0 DSC-RX100M4 1 26.0 2.0 0.3 0.0 0.237993 2.275 5.644 11.000 -3.081 Indoor 3
11509 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174303.JPG 2018-04-17 17:43:03 17.0 Daytime 0 DSC-RX100M4 1 42.0 2.0 0.3 0.0 0.313544 2.971 4.907 11.000 -3.122 Indoor 3
11510 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174303_1.JPG 2018-04-17 17:43:03 17.0 Daytime 0 DSC-RX100M4 1 42.0 2.0 0.3 0.0 0.313544 2.971 4.907 11.000 -3.122 Indoor 3
11511 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174321.JPG 2018-04-17 17:43:21 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11512 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174325.JPG 2018-04-17 17:43:25 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 4.907 11.000 -3.122 Indoor 3
11513 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174326.JPG 2018-04-17 17:43:26 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 4.907 11.000 -3.122 Indoor 3
11514 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174326_1.JPG 2018-04-17 17:43:26 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 4.907 11.000 -3.122 Indoor 3
11515 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174327.JPG 2018-04-17 17:43:27 17.0 Daytime 0 DSC-RX100M4 1 44.0 2.0 0.3 0.0 0.307742 2.971 4.907 11.000 -3.122 Indoor 3
11516 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174331.JPG 2018-04-17 17:43:31 17.0 Daytime 0 DSC-RX100M4 1 30.0 2.0 0.3 0.0 0.273327 2.644 4.907 11.000 -3.449 Indoor 3
11517 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174332.JPG 2018-04-17 17:43:32 17.0 Daytime 0 DSC-RX100M4 1 30.0 2.0 0.3 0.0 0.273327 2.644 4.907 11.000 -3.449 Indoor 3
11518 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174338.JPG 2018-04-17 17:43:38 17.0 Daytime 0 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.304576 2.971 4.907 11.000 -3.122 Indoor 3
11519 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174339.JPG 2018-04-17 17:43:39 17.0 Daytime 0 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.304576 2.971 4.907 11.000 -3.122 Indoor 3
11520 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174341.JPG 2018-04-17 17:43:41 17.0 Daytime 0 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.304576 2.971 4.907 11.000 -3.122 Indoor 3
11521 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174343.JPG 2018-04-17 17:43:43 17.0 Daytime 0 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.303455 2.971 4.907 11.000 -3.122 Indoor 3
11522 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174346.JPG 2018-04-17 17:43:46 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.644 11.000 -3.385 Indoor 3
11523 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174347.JPG 2018-04-17 17:43:47 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.907 11.000 -3.122 Indoor 3
11524 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174349.JPG 2018-04-17 17:43:49 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.907 11.000 -3.122 Indoor 3
11525 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174350.JPG 2018-04-17 17:43:50 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.907 11.000 -3.122 Indoor 3
11526 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174351.JPG 2018-04-17 17:43:51 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.907 11.000 -3.122 Indoor 3
11527 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174352.JPG 2018-04-17 17:43:52 17.0 Daytime 0 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 4.907 11.000 -3.122 Indoor 3
11528 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174409.JPG 2018-04-17 17:44:09 17.0 Daytime 0 DSC-RX100M4 1 38.0 2.0 0.3 1.0 0.311732 2.971 4.907 7.000 0.878 Flash 2
11529 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174508.JPG 2018-04-17 17:45:08 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.644 11.000 -2.660 Indoor 3
11530 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174509.JPG 2018-04-17 17:45:09 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.644 11.000 -2.660 Indoor 3
11531 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174513.JPG 2018-04-17 17:45:13 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.644 11.000 -2.660 Indoor 3
11532 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174517.JPG 2018-04-17 17:45:17 17.0 Daytime 0 DSC-RX100M4 1 29.0 2.0 0.3 0.0 0.287326 2.644 5.644 11.000 -2.712 Indoor 3
11533 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174517_1.JPG 2018-04-17 17:45:17 17.0 Daytime 0 DSC-RX100M4 1 29.0 2.0 0.3 0.0 0.287326 2.644 5.644 11.000 -2.712 Indoor 3
11534 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174518.JPG 2018-04-17 17:45:18 17.0 Daytime 0 DSC-RX100M4 1 29.0 2.0 0.3 0.0 0.287326 2.644 5.644 11.000 -2.712 Indoor 3
11535 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174608.JPG 2018-04-17 17:46:08 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 1.0 0.309695 2.971 4.907 7.000 0.878 Flash 2
11536 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174612.JPG 2018-04-17 17:46:12 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 0.0 0.309695 2.971 4.322 11.000 -3.707 Indoor 3
11537 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174612_1.JPG 2018-04-17 17:46:12 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 0.0 0.309695 2.971 4.322 11.000 -3.707 Indoor 3
11538 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174617.JPG 2018-04-17 17:46:17 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 1.0 0.309695 2.971 4.907 6.678 1.200 Flash 2
11539 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174634.JPG 2018-04-17 17:46:34 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 4.907 6.322 1.556 Flash 2
11540 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174638.JPG 2018-04-17 17:46:38 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 4.907 6.678 1.200 Flash 2
11541 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174704.JPG 2018-04-17 17:47:04 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 4.907 6.678 1.200 Flash 2
11542 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174715.JPG 2018-04-17 17:47:15 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 0.0 0.304597 2.971 3.322 11.000 -4.707 Indoor 3
11543 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174716.JPG 2018-04-17 17:47:16 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 0.0 0.304597 2.971 3.322 11.000 -4.707 Indoor 3
11544 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-174721.JPG 2018-04-17 17:47:21 17.0 Daytime 0 DSC-RX100M4 1 64.0 2.0 0.3 0.0 0.304597 2.971 4.644 11.000 -3.385 Indoor 3
11545 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175712.JPG 2018-04-17 17:57:12 17.0 Daytime 0 DSC-RX100M4 1 46.0 2.0 0.3 0.0 0.309735 2.971 4.907 11.000 -3.122 Indoor 3
11546 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175713.JPG 2018-04-17 17:57:13 17.0 Daytime 0 DSC-RX100M4 1 46.0 2.0 0.3 0.0 0.309735 2.971 4.907 11.000 -3.122 Indoor 3
11547 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175715.JPG 2018-04-17 17:57:15 17.0 Daytime 0 DSC-RX100M4 1 46.0 2.0 0.3 0.0 0.309735 2.971 4.907 11.000 -3.122 Indoor 3
11548 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175720.JPG 2018-04-17 17:57:20 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.644 11.000 -3.385 Indoor 3
11549 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175721.JPG 2018-04-17 17:57:21 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.644 11.000 -3.385 Indoor 3
11550 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175723.JPG 2018-04-17 17:57:23 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11551 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175723_1.JPG 2018-04-17 17:57:23 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11552 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175742.JPG 2018-04-17 17:57:42 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.907 11.000 -3.122 Indoor 3
11553 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175742_1.JPG 2018-04-17 17:57:42 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.907 11.000 -3.122 Indoor 3
11554 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175743.JPG 2018-04-17 17:57:43 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.907 11.000 -3.122 Indoor 3
11555 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175745.JPG 2018-04-17 17:57:45 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11556 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175746.JPG 2018-04-17 17:57:46 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11557 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175746_1.JPG 2018-04-17 17:57:46 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.322 11.000 -3.707 Indoor 3
11558 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175748.JPG 2018-04-17 17:57:48 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.644 11.000 -3.385 Indoor 3
11559 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175748_1.JPG 2018-04-17 17:57:48 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.644 11.000 -3.385 Indoor 3
11560 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-175749.JPG 2018-04-17 17:57:49 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 4.644 11.000 -3.385 Indoor 3
11561 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-181607.jpg 2018-04-17 18:16:07 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.552 -1.645 Indoor 3
11562 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-181609.jpg 2018-04-17 18:16:09 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.381 -1.474 Indoor 3
11563 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-181612.jpg 2018-04-17 18:16:12 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.428 -1.521 Indoor 3
11564 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183030.JPG 2018-04-17 18:30:30 18.0 Evening 1 DSC-RX100M4 1 65.0 2.0 0.3 0.0 0.308939 2.971 4.907 11.000 -3.122 Indoor 3
11565 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183031.JPG 2018-04-17 18:30:31 18.0 Evening 1 DSC-RX100M4 1 65.0 2.0 0.3 0.0 0.308939 2.971 4.907 11.000 -3.122 Indoor 3
11566 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183032.JPG 2018-04-17 18:30:32 18.0 Evening 1 DSC-RX100M4 1 65.0 2.0 0.3 0.0 0.308939 2.971 4.907 11.000 -3.122 Indoor 3
11567 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183038.JPG 2018-04-17 18:30:38 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 5.644 7.000 1.615 Flash 2
11568 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183047.JPG 2018-04-17 18:30:47 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 5.644 7.000 1.615 Flash 2
11569 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183408.JPG 2018-04-17 18:34:08 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 5.322 9.000 -0.707 Flash 2
11570 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183417.JPG 2018-04-17 18:34:17 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 1.0 0.303455 2.971 5.322 7.322 0.971 Flash 2
11571 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183425.JPG 2018-04-17 18:34:25 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.303455 2.971 6.322 11.000 -1.707 Indoor 3
11572 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183427.JPG 2018-04-17 18:34:27 18.0 Evening 1 DSC-RX100M4 1 66.0 2.0 0.3 0.0 0.308995 2.971 5.907 11.000 -2.122 Indoor 3
11573 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183429.JPG 2018-04-17 18:34:29 18.0 Evening 1 DSC-RX100M4 1 66.0 2.0 0.3 0.0 0.308995 2.971 5.644 11.000 -2.385 Indoor 3
11574 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183429_1.JPG 2018-04-17 18:34:29 18.0 Evening 1 DSC-RX100M4 1 66.0 2.0 0.3 0.0 0.308995 2.971 5.644 11.000 -2.385 Indoor 3
11575 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183431.JPG 2018-04-17 18:34:31 18.0 Evening 1 DSC-RX100M4 1 66.0 2.0 0.3 0.0 0.308995 2.971 5.644 11.000 -2.385 Indoor 3
11576 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183433.JPG 2018-04-17 18:34:33 18.0 Evening 1 DSC-RX100M4 1 66.0 2.0 0.3 0.0 0.308995 2.971 5.644 11.000 -2.385 Indoor 3
11577 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183548.JPG 2018-04-17 18:35:48 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.322 11.000 -2.982 Indoor 3
11578 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183556.JPG 2018-04-17 18:35:56 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 1.0 0.200173 1.696 5.907 7.678 -0.075 Flash 2
11579 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183606.JPG 2018-04-17 18:36:06 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 5.644 11.000 -3.660 Indoor 3
11580 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183610.JPG 2018-04-17 18:36:10 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 5.644 11.000 -3.660 Indoor 3
11581 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183626.JPG 2018-04-17 18:36:26 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.322 11.000 -2.982 Indoor 3
11582 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183627.JPG 2018-04-17 18:36:27 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.322 11.000 -2.982 Indoor 3
11583 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183632.JPG 2018-04-17 18:36:32 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 1.0 0.200173 1.696 6.644 7.322 1.018 Flash 2
11584 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-183644.JPG 2018-04-17 18:36:44 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 1.0 0.200173 1.696 6.966 7.322 1.340 Flash 2
11585 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184342.JPG 2018-04-17 18:43:42 18.0 Evening 1 DSC-RX100M4 1 57.0 2.0 0.3 1.0 0.309691 2.971 4.907 6.322 1.556 Flash 2
11586 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184354.JPG 2018-04-17 18:43:54 18.0 Evening 1 DSC-RX100M4 1 57.0 2.0 0.3 0.0 0.309691 2.971 5.322 11.000 -2.707 Indoor 3
11587 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184357.JPG 2018-04-17 18:43:57 18.0 Evening 1 DSC-RX100M4 1 57.0 2.0 0.3 0.0 0.309691 2.971 4.907 11.000 -3.122 Indoor 3
11588 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184358.JPG 2018-04-17 18:43:58 18.0 Evening 1 DSC-RX100M4 1 57.0 2.0 0.3 0.0 0.309691 2.971 4.907 11.000 -3.122 Indoor 3
11589 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184404.JPG 2018-04-17 18:44:04 18.0 Evening 1 DSC-RX100M4 1 49.0 2.0 0.3 1.0 0.303450 2.971 4.907 7.000 0.878 Flash 2
11590 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184452.JPG 2018-04-17 18:44:52 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.907 11.000 -3.122 Indoor 3
11591 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184454.JPG 2018-04-17 18:44:54 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.322 11.000 -3.707 Indoor 3
11592 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184456.JPG 2018-04-17 18:44:56 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.907 11.000 -3.122 Indoor 3
11593 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184500.JPG 2018-04-17 18:45:00 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.907 11.000 -3.122 Indoor 3
11594 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184512.JPG 2018-04-17 18:45:12 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.322 11.000 -3.707 Indoor 3
11595 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184524.JPG 2018-04-17 18:45:24 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11596 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184525.JPG 2018-04-17 18:45:25 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11597 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184527.JPG 2018-04-17 18:45:27 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11598 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184529.JPG 2018-04-17 18:45:29 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11599 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184530.JPG 2018-04-17 18:45:30 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11600 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184530_1.JPG 2018-04-17 18:45:30 18.0 Evening 1 DSC-RX100M4 1 34.0 2.0 0.3 0.0 0.304005 2.971 4.644 11.000 -3.385 Indoor 3
11601 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-184956.JPG 2018-04-17 18:49:56 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 4.907 11.000 -3.122 Indoor 3
11602 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-185925.JPG 2018-04-17 18:59:25 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 5.644 11.000 -3.660 Indoor 3
11603 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-185930.JPG 2018-04-17 18:59:30 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 4.644 11.000 -4.660 Indoor 3
11604 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-193827.jpg 2018-04-17 19:38:27 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.744 -0.837 Indoor 3
11605 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210044.jpg 2018-04-17 21:00:44 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.744 -0.837 Indoor 3
11606 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210045.jpg 2018-04-17 21:00:45 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.830 -0.923 Indoor 3
11607 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210046.jpg 2018-04-17 21:00:47 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.000 -1.093 Indoor 3
11608 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210049.jpg 2018-04-17 21:00:49 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.039 -1.132 Indoor 3
11609 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210051.jpg 2018-04-17 21:00:51 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.915 -1.008 Indoor 3
11610 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180417-Bodo-Mary-Zak\180417-210052.jpg 2018-04-17 21:00:52 21.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.000 -1.093 Indoor 3
11611 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-182032.jpg 2018-04-20 18:20:32 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.444 -0.537 Indoor 3
11612 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-182036.jpg 2018-04-20 18:20:36 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.128 -1.221 Indoor 3
11613 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-182037.jpg 2018-04-20 18:20:37 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.214 -1.307 Indoor 3
11614 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-182242.jpg 2018-04-20 18:22:42 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.322 8.398 -2.076 Indoor 3
11615 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-183700.jpg 2018-04-20 18:37:00 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.342 -1.435 Indoor 3
11616 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-183703.jpg 2018-04-20 18:37:03 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 7.956 -1.049 Indoor 3
11617 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-191840.jpg 2018-04-20 19:18:40 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.508 -1.601 Indoor 3
11618 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-192109.jpg 2018-04-20 19:21:09 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.322 8.438 -2.116 Indoor 3
11619 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180420-193117.jpg 2018-04-20 19:31:17 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.099 8.513 -2.414 Indoor 3
11620 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180422-184223.jpg 2018-04-22 18:42:23 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.585 8.362 -1.777 Indoor 3
11621 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180422-184225.jpg 2018-04-22 18:42:25 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.907 8.639 -1.732 Indoor 3
11622 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180422-185636.jpg 2018-04-22 18:56:36 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.585 8.362 -1.777 Indoor 3
11623 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180423-223036.jpg 2018-04-23 22:30:36 22.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 4.322 8.438 -2.116 Indoor 3
11624 Misc SomeBaby 4 C:\Users\shera\Pictures\2018\180420-Bergamot-Zak\180423-223041.jpg 2018-04-23 22:30:41 22.0 Night 4 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 3.907 9.131 -3.224 Indoor 3
11668 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173450.jpg 2018-04-21 17:34:50 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.450 4.000 7.450 Weak Sun 5
11669 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173454.jpg 2018-04-21 17:34:54 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.150 4.000 7.150 Weak Sun 5
11670 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173630.jpg 2018-04-21 17:36:30 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.501 4.000 8.501 Weak Sun 5
11671 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173633.jpg 2018-04-21 17:36:33 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 8.802 4.000 6.802 Weak Sun 5
11672 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173653.jpg 2018-04-21 17:36:53 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 7.955 4.333 5.622 Weak Sun 5
11673 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173656.jpg 2018-04-21 17:36:56 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 7.202 4.000 5.202 Weak Sun 5
11674 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173746.jpg 2018-04-21 17:37:46 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.655 4.029 8.626 Weak Sun 5
11675 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-173752.jpg 2018-04-21 17:37:52 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.040 4.000 8.040 Weak Sun 5
11676 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-174700.jpg 2018-04-21 17:47:00 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.288 4.000 8.288 Weak Sun 5
11677 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-174721.jpg 2018-04-21 17:47:21 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.381 4.000 8.381 Weak Sun 5
11678 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-174753.jpg 2018-04-21 17:47:53 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.343 4.000 8.343 Weak Sun 5
11679 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182123.jpg 2018-04-21 18:21:23 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.086 4.000 8.086 Weak Sun 5
11680 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182127.jpg 2018-04-21 18:21:27 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.086 4.000 8.086 Weak Sun 5
11681 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182133.jpg 2018-04-21 18:21:33 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.828 4.029 8.799 Weak Sun 5
11682 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182702.jpg 2018-04-21 18:27:02 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.288 4.000 8.288 Weak Sun 5
11683 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182708.jpg 2018-04-21 18:27:08 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.610 4.029 8.581 Weak Sun 5
11684 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-182714.jpg 2018-04-21 18:27:14 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.381 4.000 8.381 Weak Sun 5
11685 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183005.jpg 2018-04-21 18:30:05 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.086 4.000 8.086 Weak Sun 5
11686 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183013.jpg 2018-04-21 18:30:13 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.040 4.000 8.040 Weak Sun 5
11687 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183017.jpg 2018-04-21 18:30:17 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.252 4.000 8.252 Weak Sun 5
11688 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183026.jpg 2018-04-21 18:30:26 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.923 4.000 7.923 Weak Sun 5
11689 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183048.jpg 2018-04-21 18:30:48 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.134 4.000 8.134 Weak Sun 5
11690 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183142.jpg 2018-04-21 18:31:42 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.134 4.000 8.134 Weak Sun 5
11691 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183153.jpg 2018-04-21 18:31:53 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.752 4.000 7.752 Weak Sun 5
11692 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183159.jpg 2018-04-21 18:32:00 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.995 4.000 7.995 Weak Sun 5
11693 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183300.jpg 2018-04-21 18:33:00 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.480 4.029 8.451 Weak Sun 5
11694 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183417.jpg 2018-04-21 18:34:17 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.440 4.029 8.411 Weak Sun 5
11695 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183423.jpg 2018-04-21 18:34:23 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.828 4.029 7.799 Weak Sun 5
11696 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183436.jpg 2018-04-21 18:34:36 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.828 4.000 7.828 Weak Sun 5
11697 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-183440.jpg 2018-04-21 18:34:40 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.923 4.000 7.923 Weak Sun 5
11698 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184135.jpg 2018-04-21 18:41:35 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.400 4.000 7.400 Weak Sun 5
11699 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184140.jpg 2018-04-21 18:41:40 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.882 4.000 7.882 Weak Sun 5
11700 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184145.jpg 2018-04-21 18:41:45 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.400 4.000 7.400 Weak Sun 5
11701 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184148.jpg 2018-04-21 18:41:48 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.789 4.000 7.789 Weak Sun 5
11702 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184439.jpg 2018-04-21 18:44:39 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.134 4.000 8.134 Weak Sun 5
11703 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-184441.jpg 2018-04-21 18:44:41 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 8.973 4.000 6.973 Weak Sun 5
11704 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-185646.jpg 2018-04-21 18:56:46 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 5.824 3.082 Dusk 1
11705 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-185648.jpg 2018-04-21 18:56:48 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 5.774 3.132 Dusk 1
11706 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180421-Walking-Zak\180421-185650.jpg 2018-04-21 18:56:50 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 5.824 3.082 Dusk 1
11707 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185225.jpg 2018-04-26 18:52:25 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 4.748 4.158 Dusk 1
11708 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185228.jpg 2018-04-26 18:52:28 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 4.799 4.107 Dusk 1
11709 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185230.jpg 2018-04-26 18:52:30 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 4.832 4.074 Dusk 1
11710 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185233.jpg 2018-04-26 18:52:33 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 4.748 4.158 Dusk 1
11711 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185234.jpg 2018-04-26 18:52:34 18.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 6.906 4.748 4.158 Dusk 1
11712 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185427.JPG 2018-04-26 18:54:27 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.678 2.259 Dusk 1
11713 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185429.JPG 2018-04-26 18:54:29 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.322 2.615 Dusk 1
11714 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185432.JPG 2018-04-26 18:54:32 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.000 1.937 Dusk 1
11715 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185441.JPG 2018-04-26 18:54:41 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.000 1.937 Dusk 1
11716 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185444.JPG 2018-04-26 18:54:44 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.322 1.615 Dusk 1
11717 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185446.JPG 2018-04-26 18:54:46 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.000 1.937 Dusk 1
11718 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185449.JPG 2018-04-26 18:54:49 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.678 2.259 Dusk 1
11719 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185451.JPG 2018-04-26 18:54:51 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.322 1.615 Dusk 1
11720 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185454.JPG 2018-04-26 18:54:54 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.322 1.615 Dusk 1
11721 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185459.JPG 2018-04-26 18:54:59 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 8.000 1.937 Dusk 1
11722 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185528.JPG 2018-04-26 18:55:28 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.000 2.937 Dusk 1
11723 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185530.JPG 2018-04-26 18:55:30 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.678 2.259 Dusk 1
11724 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185533.JPG 2018-04-26 18:55:33 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.678 2.259 Dusk 1
11725 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185535.JPG 2018-04-26 18:55:35 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.678 2.259 Dusk 1
11726 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185540.JPG 2018-04-26 18:55:40 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.322 2.615 Dusk 1
11727 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185543.JPG 2018-04-26 18:55:43 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 7.000 2.937 Dusk 1
11728 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185548.JPG 2018-04-26 18:55:48 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11729 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185550.JPG 2018-04-26 18:55:50 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11730 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185552.JPG 2018-04-26 18:55:52 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11731 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185555.JPG 2018-04-26 18:55:55 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11732 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185600.JPG 2018-04-26 18:56:00 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11733 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185602.JPG 2018-04-26 18:56:02 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11734 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185605.JPG 2018-04-26 18:56:05 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11735 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185607.JPG 2018-04-26 18:56:07 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11736 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185610.JPG 2018-04-26 18:56:10 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11737 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185633.JPG 2018-04-26 18:56:33 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11738 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185635.JPG 2018-04-26 18:56:35 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11739 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185637.JPG 2018-04-26 18:56:37 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11740 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185642.JPG 2018-04-26 18:56:42 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11741 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185644.JPG 2018-04-26 18:56:44 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11742 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185647.JPG 2018-04-26 18:56:47 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11743 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185649.JPG 2018-04-26 18:56:49 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11744 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185652.JPG 2018-04-26 18:56:52 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.322 1.615 Dusk 1
11745 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185654.JPG 2018-04-26 18:56:54 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11746 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185657.JPG 2018-04-26 18:56:57 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11747 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185741.JPG 2018-04-26 18:57:41 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11748 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185744.JPG 2018-04-26 18:57:44 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11749 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185746.JPG 2018-04-26 18:57:46 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11750 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185749.JPG 2018-04-26 18:57:49 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11751 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185751.JPG 2018-04-26 18:57:51 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11752 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185754.JPG 2018-04-26 18:57:54 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11753 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185759.JPG 2018-04-26 18:57:59 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11754 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185801.JPG 2018-04-26 18:58:01 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11755 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185804.JPG 2018-04-26 18:58:04 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11756 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185806.JPG 2018-04-26 18:58:06 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11757 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185809.JPG 2018-04-26 18:58:09 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11758 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185811.JPG 2018-04-26 18:58:11 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11759 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185813.JPG 2018-04-26 18:58:13 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11760 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185816.JPG 2018-04-26 18:58:16 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11761 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185818.JPG 2018-04-26 18:58:18 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11762 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185821.JPG 2018-04-26 18:58:21 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11763 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185823.JPG 2018-04-26 18:58:23 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11764 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185826.JPG 2018-04-26 18:58:26 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11765 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185828.JPG 2018-04-26 18:58:28 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11766 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185831.JPG 2018-04-26 18:58:31 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11767 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185833.JPG 2018-04-26 18:58:33 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11768 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185843.JPG 2018-04-26 18:58:43 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11769 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185845.JPG 2018-04-26 18:58:45 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11770 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185847.JPG 2018-04-26 18:58:47 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11771 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185850.JPG 2018-04-26 18:58:50 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11772 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185855.JPG 2018-04-26 18:58:55 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11773 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185902.JPG 2018-04-26 18:59:02 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11774 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185907.JPG 2018-04-26 18:59:07 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.322 2.615 Dusk 1
11775 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185909.JPG 2018-04-26 18:59:09 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11776 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185914.JPG 2018-04-26 18:59:14 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 10.000 1.937 Dusk 1
11777 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185917.JPG 2018-04-26 18:59:17 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.644 2.293 Dusk 1
11778 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185943.JPG 2018-04-26 18:59:43 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11779 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185946.JPG 2018-04-26 18:59:46 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11780 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185948.JPG 2018-04-26 18:59:48 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.000 2.937 Dusk 1
11781 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185951.JPG 2018-04-26 18:59:51 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.322 2.615 Dusk 1
11782 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185953.JPG 2018-04-26 18:59:53 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.322 2.615 Dusk 1
11783 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185956.JPG 2018-04-26 18:59:56 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.322 2.615 Dusk 1
11784 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-185958.JPG 2018-04-26 18:59:58 18.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.000 2.937 Dusk 1
11785 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190001.JPG 2018-04-26 19:00:01 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.322 2.615 Dusk 1
11786 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190003.JPG 2018-04-26 19:00:03 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11787 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190005.JPG 2018-04-26 19:00:05 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11788 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190010.JPG 2018-04-26 19:00:10 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.644 2.293 Dusk 1
11789 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190023.JPG 2018-04-26 19:00:23 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 9.644 2.293 Dusk 1
11790 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190025.JPG 2018-04-26 19:00:25 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11791 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190028.JPG 2018-04-26 19:00:28 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.322 1.615 Dusk 1
11792 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190030.JPG 2018-04-26 19:00:30 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11793 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190032.JPG 2018-04-26 19:00:32 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.000 1.937 Dusk 1
11794 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190035.JPG 2018-04-26 19:00:35 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.322 1.615 Dusk 1
11795 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190037.JPG 2018-04-26 19:00:37 19.0 Evening 1 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 8.966 10.322 1.615 Dusk 1
11796 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190057.JPG 2018-04-26 19:00:57 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11797 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190059.JPG 2018-04-26 19:00:59 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11798 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190100.JPG 2018-04-26 19:01:00 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.644 2.293 Dusk 1
11799 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190101.JPG 2018-04-26 19:01:01 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11800 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190102.JPG 2018-04-26 19:01:02 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11801 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190104.JPG 2018-04-26 19:01:04 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11802 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190106.JPG 2018-04-26 19:01:06 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 9.000 1.937 Dusk 1
11803 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190110.JPG 2018-04-26 19:01:10 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11804 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190110_1.JPG 2018-04-26 19:01:10 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 9.000 1.937 Dusk 1
11805 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190112.JPG 2018-04-26 19:01:12 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11806 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190113.JPG 2018-04-26 19:01:13 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11807 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190120.JPG 2018-04-26 19:01:20 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11808 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190124.JPG 2018-04-26 19:01:24 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 9.644 1.293 Dusk 1
11809 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190126.JPG 2018-04-26 19:01:26 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.644 2.293 Dusk 1
11810 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190127.JPG 2018-04-26 19:01:27 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 9.322 1.615 Dusk 1
11811 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190128.jpg 2018-04-26 19:01:19 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 8.758 4.000 6.758 Weak Sun 5
11812 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190129.jpg 2018-04-26 19:01:27 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 8.420 4.000 6.420 Weak Sun 5
11813 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190132.jpg 2018-04-26 19:01:32 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 7.615 4.696 4.919 Dusk 1
11814 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190153.jpg 2018-04-26 19:01:54 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.025 4.000 7.025 Weak Sun 5
11815 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190159.jpg 2018-04-26 19:01:59 19.0 Evening 1 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 7.739 4.000 5.739 Weak Sun 5
11816 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190325.JPG 2018-04-26 19:03:25 19.0 Evening 1 DSC-RX100M4 1 48.0 2.0 0.3 0.0 0.304717 2.971 7.966 8.322 2.615 Dusk 1
11817 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190328.JPG 2018-04-26 19:03:28 19.0 Evening 1 DSC-RX100M4 1 55.0 2.0 0.3 0.0 0.304607 2.971 7.966 8.322 2.615 Dusk 1
11818 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190331.JPG 2018-04-26 19:03:31 19.0 Evening 1 DSC-RX100M4 1 43.0 2.0 0.3 0.0 0.302506 2.971 7.966 8.000 2.937 Dusk 1
11819 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190333.JPG 2018-04-26 19:03:33 19.0 Evening 1 DSC-RX100M4 1 43.0 2.0 0.3 0.0 0.302506 2.971 7.966 8.000 2.937 Dusk 1
11820 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190336.JPG 2018-04-26 19:03:36 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11821 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190337.JPG 2018-04-26 19:03:37 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11822 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190339.JPG 2018-04-26 19:03:39 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11823 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190343.JPG 2018-04-26 19:03:43 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 7.678 3.259 Dusk 1
11824 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190344.JPG 2018-04-26 19:03:44 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 7.678 3.259 Dusk 1
11825 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190345.JPG 2018-04-26 19:03:45 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 7.678 3.259 Dusk 1
11826 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190346.JPG 2018-04-26 19:03:46 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11827 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190347.JPG 2018-04-26 19:03:47 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11828 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190350.JPG 2018-04-26 19:03:50 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11829 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190352.JPG 2018-04-26 19:03:52 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11830 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190353.JPG 2018-04-26 19:03:53 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11831 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190354.JPG 2018-04-26 19:03:54 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 7.678 3.259 Dusk 1
11832 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190357.JPG 2018-04-26 19:03:57 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11833 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190402.JPG 2018-04-26 19:04:02 19.0 Evening 1 DSC-RX100M4 1 47.0 2.0 0.3 0.0 0.307154 2.971 7.966 8.000 2.937 Dusk 1
11834 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190402_1.JPG 2018-04-26 19:04:02 19.0 Evening 1 DSC-RX100M4 1 47.0 2.0 0.3 0.0 0.307154 2.971 7.966 8.322 2.615 Dusk 1
11835 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190405.JPG 2018-04-26 19:04:05 19.0 Evening 1 DSC-RX100M4 1 47.0 2.0 0.3 0.0 0.307154 2.971 7.966 7.678 3.259 Dusk 1
11836 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190438.JPG 2018-04-26 19:04:38 19.0 Evening 1 DSC-RX100M4 1 47.0 2.0 0.3 0.0 0.307154 2.971 7.966 8.000 2.937 Dusk 1
11837 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190440.JPG 2018-04-26 19:04:40 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11838 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190444.JPG 2018-04-26 19:04:44 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11839 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190446.JPG 2018-04-26 19:04:46 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11840 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190446_1.JPG 2018-04-26 19:04:46 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11841 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190447.JPG 2018-04-26 19:04:47 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11842 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190449.JPG 2018-04-26 19:04:49 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11843 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190450.JPG 2018-04-26 19:04:50 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11844 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190455.JPG 2018-04-26 19:04:55 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11845 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190458.JPG 2018-04-26 19:04:58 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11846 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190505.JPG 2018-04-26 19:05:05 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11847 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190506.JPG 2018-04-26 19:05:06 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11848 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190507.JPG 2018-04-26 19:05:07 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11849 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190508.JPG 2018-04-26 19:05:08 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11850 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190510.JPG 2018-04-26 19:05:10 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11851 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190512.JPG 2018-04-26 19:05:12 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11852 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190517.JPG 2018-04-26 19:05:17 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11853 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190518.JPG 2018-04-26 19:05:18 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11854 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190520.JPG 2018-04-26 19:05:20 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11855 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190521.JPG 2018-04-26 19:05:21 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11856 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190523.JPG 2018-04-26 19:05:23 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.322 2.615 Dusk 1
11857 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190525.JPG 2018-04-26 19:05:25 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11858 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190527.JPG 2018-04-26 19:05:27 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11859 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\180426-190530.JPG 2018-04-26 19:05:30 19.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 7.966 8.000 2.937 Dusk 1
11860 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180426-Zak-Tot-Lot\Originals\180426-185904.JPG 2018-04-26 18:59:04 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 8.966 9.000 2.937 Dusk 1
11861 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180427-181031.JPG 2018-04-27 18:10:31 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.000 -0.338 Indoor 3
11862 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180427-181032.JPG 2018-04-27 18:10:32 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.322 -0.660 Indoor 3
11863 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180427-181034.JPG 2018-04-27 18:10:34 18.0 Evening 1 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.245250 2.275 6.966 9.644 -0.403 Indoor 3
11864 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-151522.JPG 2018-04-28 15:15:22 15.0 Daytime 0 DSC-RX100M4 1 45.0 2.0 0.3 0.0 0.304343 2.971 6.966 6.322 3.615 Dusk 1
11865 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-151524.JPG 2018-04-28 15:15:24 15.0 Daytime 0 DSC-RX100M4 1 45.0 2.0 0.3 0.0 0.304343 2.971 6.966 6.322 3.615 Dusk 1
11866 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-151539.JPG 2018-04-28 15:15:39 15.0 Daytime 0 DSC-RX100M4 1 63.0 2.0 0.3 0.0 0.305282 2.971 6.966 7.322 2.615 Dusk 1
11867 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152608.JPG 2018-04-28 15:26:08 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.576834 4.340 9.644 5.322 8.662 Weak Sun 5
11868 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152615.jpg 2018-04-28 15:26:15 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 11.288 4.029 9.259 Strong Sun 4
11869 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152800.jpg 2018-04-28 15:28:00 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.288 4.000 8.288 Weak Sun 5
11870 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152803.jpg 2018-04-28 15:28:03 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.544 4.000 8.544 Weak Sun 5
11871 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152804.jpg 2018-04-28 15:28:04 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.288 4.000 8.288 Weak Sun 5
11872 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152833.jpg 2018-04-28 15:28:33 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.501 4.000 8.501 Weak Sun 5
11873 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152835.jpg 2018-04-28 15:28:35 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.252 4.000 8.252 Weak Sun 5
11874 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-152835_1.jpg 2018-04-28 15:28:35 15.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.610 4.748 7.862 Weak Sun 5
11875 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155339.JPG 2018-04-28 15:53:39 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.322948 2.971 6.966 5.322 4.615 Dusk 1
11876 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155341.JPG 2018-04-28 15:53:41 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.322948 2.971 6.966 5.322 4.615 Dusk 1
11877 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155343.JPG 2018-04-28 15:53:43 15.0 Daytime 0 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.394325 3.615 6.966 5.322 5.259 Weak Sun 5
11878 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155343_1.JPG 2018-04-28 15:53:43 15.0 Daytime 0 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.356141 3.356 6.966 5.322 5.000 Dusk 1
11879 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155346.JPG 2018-04-28 15:53:46 15.0 Daytime 0 DSC-RX100M4 1 39.0 2.0 0.3 0.0 0.454813 4.000 6.966 5.322 5.644 Weak Sun 5
11880 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155347.JPG 2018-04-28 15:53:47 15.0 Daytime 0 DSC-RX100M4 1 39.0 2.0 0.3 0.0 0.454813 4.000 6.966 5.322 5.644 Weak Sun 5
11881 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155350.JPG 2018-04-28 15:53:50 15.0 Daytime 0 DSC-RX100M4 1 39.0 2.0 0.3 0.0 0.393512 3.615 6.966 5.322 5.259 Weak Sun 5
11882 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155352.JPG 2018-04-28 15:53:52 15.0 Daytime 0 DSC-RX100M4 1 39.0 2.0 0.3 0.0 0.393512 3.615 6.966 5.322 5.259 Weak Sun 5
11883 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155352_1.JPG 2018-04-28 15:53:52 15.0 Daytime 0 DSC-RX100M4 1 39.0 2.0 0.3 0.0 0.393512 3.615 6.966 5.322 5.259 Weak Sun 5
11884 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155448.JPG 2018-04-28 15:54:48 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 1.0 0.493901 4.000 6.966 5.322 5.644 Flash 2
11885 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155640.JPG 2018-04-28 15:56:40 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.493901 4.000 8.966 5.322 7.644 Weak Sun 5
11886 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-155644.JPG 2018-04-28 15:56:44 15.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.493901 4.000 9.324 5.322 8.002 Weak Sun 5
11887 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160200.JPG 2018-04-28 16:02:00 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.438992 4.000 8.644 5.322 7.322 Flash 2
11888 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160211.JPG 2018-04-28 16:02:11 16.0 Daytime 0 DSC-RX100M4 1 60.0 2.0 0.3 0.0 0.442486 4.000 8.966 5.322 7.644 Weak Sun 5
11889 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160510.jpg 2018-04-28 16:05:10 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.167 4.000 8.167 Weak Sun 5
11890 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160636.jpg 2018-04-28 16:06:36 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.381 4.000 8.381 Weak Sun 5
11891 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160642.jpg 2018-04-28 16:06:42 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.655 4.029 8.626 Weak Sun 5
11892 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-160702.jpg 2018-04-28 16:07:02 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.480 4.029 8.451 Weak Sun 5
11893 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162023.JPG 2018-04-28 16:20:23 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11894 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162024.JPG 2018-04-28 16:20:24 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.418592 3.615 6.966 5.322 5.259 Weak Sun 5
11895 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162026.JPG 2018-04-28 16:20:26 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.418592 3.615 6.966 5.322 5.259 Weak Sun 5
11896 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162028.JPG 2018-04-28 16:20:28 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.418592 3.615 6.966 5.322 5.259 Weak Sun 5
11897 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162033.JPG 2018-04-28 16:20:33 16.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.308903 2.971 6.966 5.322 4.615 Dusk 1
11898 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162034.JPG 2018-04-28 16:20:34 16.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.355399 3.356 6.966 5.322 5.000 Dusk 1
11899 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162036.JPG 2018-04-28 16:20:36 16.0 Daytime 0 DSC-RX100M4 1 40.0 2.0 0.3 0.0 0.355399 3.356 6.966 5.322 5.000 Dusk 1
11900 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162119.JPG 2018-04-28 16:21:19 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.322948 2.971 6.966 5.322 4.615 Dusk 1
11901 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162123.JPG 2018-04-28 16:21:23 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11902 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162125.JPG 2018-04-28 16:21:25 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11903 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162250.JPG 2018-04-28 16:22:50 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11904 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162252.JPG 2018-04-28 16:22:52 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11905 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162253.JPG 2018-04-28 16:22:53 16.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.376378 3.356 6.966 5.322 5.000 Dusk 1
11906 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162415.JPG 2018-04-28 16:24:15 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 5.322 4.615 Dusk 1
11907 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162418.JPG 2018-04-28 16:24:18 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.349378 3.356 6.966 5.322 5.000 Dusk 1
11908 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162420.JPG 2018-04-28 16:24:20 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.349378 3.356 6.966 5.322 5.000 Dusk 1
11909 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162421.JPG 2018-04-28 16:24:21 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.349378 3.356 6.966 5.322 5.000 Dusk 1
11910 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162422.JPG 2018-04-28 16:24:22 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.349378 3.356 6.966 5.322 5.000 Dusk 1
11911 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162423.JPG 2018-04-28 16:24:23 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 5.322 4.615 Dusk 1
11912 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162424.JPG 2018-04-28 16:24:24 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 5.322 4.615 Dusk 1
11913 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-162425.JPG 2018-04-28 16:24:25 16.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 5.322 4.615 Dusk 1
11914 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165414.jpg 2018-04-28 16:54:14 16.0 Daytime 0 Pixel XL 2 25.0 2.0 0.0 0.0 10.890400 2.526 9.715 4.526 7.715 Weak Sun 5
11915 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165417.jpg 2018-04-28 16:54:17 16.0 Daytime 0 Pixel XL 2 25.0 2.0 0.0 0.0 10.890400 2.526 9.533 4.239 7.820 Weak Sun 5
11916 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165419.jpg 2018-04-28 16:54:19 16.0 Daytime 0 Pixel XL 2 25.0 2.0 0.0 0.0 10.890400 2.526 9.715 4.287 7.954 Weak Sun 5
11917 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165424.jpg 2018-04-28 16:54:24 16.0 Daytime 0 Pixel XL 2 25.0 2.0 0.0 0.0 10.890400 2.526 9.764 4.379 7.911 Weak Sun 5
11918 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165438.jpg 2018-04-28 16:54:38 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.533 5.000 6.533 Weak Sun 5
11919 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-165440.jpg 2018-04-28 16:54:40 16.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 9.063 4.138 6.925 Weak Sun 5
11920 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170313.JPG 2018-04-28 17:03:13 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11921 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170319.JPG 2018-04-28 17:03:19 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.322 4.615 Dusk 1
11922 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170320.JPG 2018-04-28 17:03:20 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.322 4.615 Dusk 1
11923 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170322.JPG 2018-04-28 17:03:22 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.322 4.615 Dusk 1
11924 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170323.JPG 2018-04-28 17:03:23 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11925 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170323_1.JPG 2018-04-28 17:03:23 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11926 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170324.JPG 2018-04-28 17:03:24 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11927 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170325.JPG 2018-04-28 17:03:25 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11928 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-170959.JPG 2018-04-28 17:09:59 17.0 Daytime 0 DSC-RX100M4 1 56.0 2.0 0.3 0.0 0.304127 2.971 6.966 5.678 4.259 Dusk 1
11929 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-171012.JPG 2018-04-28 17:10:12 17.0 Daytime 0 DSC-RX100M4 1 56.0 2.0 0.3 0.0 0.304127 2.971 6.966 5.678 4.259 Dusk 1
11930 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-171017.JPG 2018-04-28 17:10:17 17.0 Daytime 0 DSC-RX100M4 1 56.0 2.0 0.3 0.0 0.304127 2.971 6.966 5.678 4.259 Dusk 1
11931 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-171019.JPG 2018-04-28 17:10:19 17.0 Daytime 0 DSC-RX100M4 1 56.0 2.0 0.3 0.0 0.304127 2.971 6.966 5.678 4.259 Dusk 1
11932 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-171021.JPG 2018-04-28 17:10:21 17.0 Daytime 0 DSC-RX100M4 1 56.0 2.0 0.3 0.0 0.304127 2.971 6.966 5.678 4.259 Dusk 1
11933 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-171703.jpg 2018-04-28 17:17:03 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 10.937 4.029 8.908 Weak Sun 5
11934 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172012.JPG 2018-04-28 17:20:12 17.0 Daytime 0 DSC-RX100M4 1 58.0 2.0 0.3 0.0 0.303226 2.971 6.966 6.000 3.937 Dusk 1
11935 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172013.JPG 2018-04-28 17:20:13 17.0 Daytime 0 DSC-RX100M4 1 50.0 2.0 0.3 0.0 0.309101 2.971 6.966 5.678 4.259 Dusk 1
11936 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172014.JPG 2018-04-28 17:20:14 17.0 Daytime 0 DSC-RX100M4 1 50.0 2.0 0.3 0.0 0.309101 2.971 6.966 5.678 4.259 Dusk 1
11937 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172016.JPG 2018-04-28 17:20:16 17.0 Daytime 0 DSC-RX100M4 1 50.0 2.0 0.3 0.0 0.309101 2.971 6.966 5.678 4.259 Dusk 1
11938 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172017.JPG 2018-04-28 17:20:17 17.0 Daytime 0 DSC-RX100M4 1 50.0 2.0 0.3 0.0 0.309101 2.971 6.966 5.678 4.259 Dusk 1
11939 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172019.JPG 2018-04-28 17:20:19 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11940 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172020.JPG 2018-04-28 17:20:20 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11941 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172021.JPG 2018-04-28 17:20:21 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11942 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172021_1.JPG 2018-04-28 17:20:21 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11943 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172023.JPG 2018-04-28 17:20:23 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11944 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172024.JPG 2018-04-28 17:20:24 17.0 Daytime 0 DSC-RX100M4 1 54.0 2.0 0.3 0.0 0.311527 2.971 6.966 5.678 4.259 Dusk 1
11945 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172027.JPG 2018-04-28 17:20:27 17.0 Daytime 0 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.966 6.000 3.937 Dusk 1
11946 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172031.JPG 2018-04-28 17:20:31 17.0 Daytime 0 DSC-RX100M4 1 61.0 2.0 0.3 0.0 0.306169 2.971 6.966 6.000 3.937 Dusk 1
11947 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172110.JPG 2018-04-28 17:21:10 17.0 Daytime 0 DSC-RX100M4 1 61.0 2.0 0.3 0.0 0.306169 2.971 6.966 5.678 4.259 Dusk 1
11948 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172115.JPG 2018-04-28 17:21:15 17.0 Daytime 0 DSC-RX100M4 1 45.0 2.0 0.3 0.0 0.304343 2.971 6.966 5.678 4.259 Dusk 1
11949 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172121.JPG 2018-04-28 17:21:21 17.0 Daytime 0 DSC-RX100M4 1 45.0 2.0 0.3 0.0 0.304343 2.971 6.966 5.678 4.259 Dusk 1
11950 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172123.JPG 2018-04-28 17:21:23 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11951 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172126.JPG 2018-04-28 17:21:26 17.0 Daytime 0 DSC-RX100M4 1 53.0 2.0 0.3 0.0 0.312196 2.971 6.966 5.678 4.259 Dusk 1
11952 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-172202.JPG 2018-04-28 17:22:02 17.0 Daytime 0 DSC-RX100M4 1 36.0 2.0 0.3 0.0 0.313973 2.971 6.966 5.678 4.259 Dusk 1
11953 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175238.JPG 2018-04-28 17:52:38 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.000 -1.338 Indoor 3
11954 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175239.JPG 2018-04-28 17:52:39 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.000 -1.338 Indoor 3
11955 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175240.JPG 2018-04-28 17:52:40 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.000 -1.338 Indoor 3
11956 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175249.JPG 2018-04-28 17:52:49 17.0 Daytime 0 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.245250 2.275 6.966 10.322 -1.081 Indoor 3
11957 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175250.JPG 2018-04-28 17:52:50 17.0 Daytime 0 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.245250 2.275 6.966 10.322 -1.081 Indoor 3
11958 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175308.JPG 2018-04-28 17:53:08 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.322 -0.660 Indoor 3
11959 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175310.JPG 2018-04-28 17:53:10 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.322 -0.660 Indoor 3
11960 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175311.JPG 2018-04-28 17:53:11 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.322 -0.660 Indoor 3
11961 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175447.JPG 2018-04-28 17:54:47 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.644 -0.982 Indoor 3
11962 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175448.JPG 2018-04-28 17:54:48 17.0 Daytime 0 DSC-RX100M4 1 25.0 2.0 0.3 0.0 0.221488 2.000 6.966 9.644 -0.678 Indoor 3
11963 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175527.JPG 2018-04-28 17:55:27 17.0 Daytime 0 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 9.644 -0.982 Indoor 3
11964 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175534.JPG 2018-04-28 17:55:34 17.0 Daytime 0 DSC-RX100M4 1 33.0 2.0 0.3 0.0 0.323155 2.971 6.966 10.322 -0.385 Indoor 3
11965 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175708.jpg 2018-04-28 17:57:08 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 5.322 7.176 0.146 Dusk 1
11966 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175709.jpg 2018-04-28 17:57:09 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 5.322 7.176 0.146 Dusk 1
11967 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-175710.jpg 2018-04-28 17:57:10 17.0 Daytime 0 Pixel XL 2 26.0 2.0 0.0 0.0 1.176592 2.000 5.322 7.220 0.102 Dusk 1
11968 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184647.JPG 2018-04-28 18:46:47 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11969 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184649.JPG 2018-04-28 18:46:49 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11970 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184650.JPG 2018-04-28 18:46:50 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11971 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184651.JPG 2018-04-28 18:46:51 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11972 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184655.JPG 2018-04-28 18:46:55 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 1.0 0.311732 2.971 6.644 6.678 2.937 Flash 2
11973 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184703.JPG 2018-04-28 18:47:03 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11974 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184705.JPG 2018-04-28 18:47:05 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.322 11.000 -1.707 Indoor 3
11975 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184706.JPG 2018-04-28 18:47:06 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11976 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184708.JPG 2018-04-28 18:47:08 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11977 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184709.JPG 2018-04-28 18:47:09 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11978 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-184710.JPG 2018-04-28 18:47:10 18.0 Evening 1 DSC-RX100M4 1 38.0 2.0 0.3 0.0 0.311732 2.971 6.644 11.000 -1.385 Indoor 3
11979 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185003.JPG 2018-04-28 18:50:03 18.0 Evening 1 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.248952 2.275 6.966 11.000 -1.759 Indoor 3
11980 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185005.JPG 2018-04-28 18:50:05 18.0 Evening 1 DSC-RX100M4 1 27.0 2.0 0.3 0.0 0.248952 2.275 6.966 10.644 -1.403 Indoor 3
11981 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185007.JPG 2018-04-28 18:50:07 18.0 Evening 1 DSC-RX100M4 1 24.0 2.0 0.3 0.0 0.200173 1.696 6.966 10.322 -1.660 Indoor 3
11982 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185010.JPG 2018-04-28 18:50:10 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.966 11.000 -1.063 Indoor 3
11983 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185012.JPG 2018-04-28 18:50:12 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.644 11.000 -1.385 Indoor 3
11984 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185014.JPG 2018-04-28 18:50:14 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.322 11.000 -1.707 Indoor 3
11985 SomeBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185019.JPG 2018-04-28 18:50:19 18.0 Evening 1 DSC-RX100M4 1 28.0 2.0 0.3 1.0 0.282538 2.644 6.644 6.000 3.288 Flash 2
11986 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185117.JPG 2018-04-28 18:51:17 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 1.0 0.313668 2.971 6.966 6.000 3.937 Flash 2
11987 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185127.JPG 2018-04-28 18:51:27 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.966 11.000 -1.063 Indoor 3
11988 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185128.JPG 2018-04-28 18:51:28 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.966 10.644 -0.707 Indoor 3
11989 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185128_1.JPG 2018-04-28 18:51:28 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.966 10.644 -0.707 Indoor 3
11990 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185130.JPG 2018-04-28 18:51:30 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.966 11.000 -1.063 Indoor 3
11991 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185132.JPG 2018-04-28 18:51:32 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.644 11.000 -1.385 Indoor 3
11992 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185133.JPG 2018-04-28 18:51:33 18.0 Evening 1 DSC-RX100M4 1 35.0 2.0 0.3 0.0 0.313668 2.971 6.644 11.000 -1.385 Indoor 3
11993 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185211.JPG 2018-04-28 18:52:11 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.322 11.000 -1.707 Indoor 3
11994 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185211_1.JPG 2018-04-28 18:52:11 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.322 11.000 -1.707 Indoor 3
11995 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185212.JPG 2018-04-28 18:52:12 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 6.322 11.000 -1.707 Indoor 3
11996 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185215.JPG 2018-04-28 18:52:15 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.907 11.000 -2.122 Indoor 3
11997 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185218.JPG 2018-04-28 18:52:18 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.907 11.000 -2.122 Indoor 3
11998 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185219.JPG 2018-04-28 18:52:19 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.907 11.000 -2.122 Indoor 3
11999 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185240.JPG 2018-04-28 18:52:40 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.644 11.000 -2.385 Indoor 3
12000 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185240_1.JPG 2018-04-28 18:52:40 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.644 11.000 -2.385 Indoor 3
12001 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185241.JPG 2018-04-28 18:52:41 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.644 11.000 -2.385 Indoor 3
12002 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185243.JPG 2018-04-28 18:52:43 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.644 11.000 -2.385 Indoor 3
12003 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185243_1.JPG 2018-04-28 18:52:43 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 0.0 0.305049 2.971 5.644 11.000 -2.385 Indoor 3
12004 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185249.JPG 2018-04-28 18:52:49 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 5.907 6.322 2.556 Flash 2
12005 AllBaby SomeBaby 4 C:\Users\shera\Pictures\2018\180428-Bob-Ibbitson-Zak\180428-185301.JPG 2018-04-28 18:53:01 18.0 Evening 1 DSC-RX100M4 1 70.0 2.0 0.3 1.0 0.305049 2.971 6.322 6.678 2.615 Flash 2
In [55]:
exif_df.to_csv('exif_predicted.csv')

Yay, we found a cute baby amongst the 'SomeBaby' label!!!

In [65]:
# using a smaller version to prevent huge notebook size
path_to_file = 'C:\\Users\\shera\\Pictures\\2018\\180426-Tot-Lot-ZAK\\180426-185843s.jpg'
baby_img = Image.open(path_to_file)  # use the image library to open file
baby_img
Out[65]:

Other models Tested

Perceptron

In [56]:
# Perceptron does a pretty good job but decision tree is the best

from sklearn.linear_model import Perceptron

perceptron = Perceptron(fit_intercept=False)
perceptron.fit(X_train,y_train)

subject_perceptron_predict = perceptron.predict(X_test)

print(accuracy_score(y_test, subject_perceptron_predict))
print()
print(confusion_matrix(y_test, subject_perceptron_predict))
print()
print(classification_report(y_test, subject_perceptron_predict))
0.6296766011414078

[[1580    0    9    0  266]
 [  17    0    2    0    6]
 [  86    0   95    0   79]
 [  46    0   16    0   59]
 [ 551    0   31    0  311]]

             precision    recall  f1-score   support

    AllBaby       0.69      0.85      0.76      1855
       Copy       0.00      0.00      0.00        25
       Misc       0.62      0.37      0.46       260
     Random       0.00      0.00      0.00       121
   SomeBaby       0.43      0.35      0.39       893

avg / total       0.58      0.63      0.60      3154

C:\Users\shera\Anaconda3\lib\site-packages\sklearn\linear_model\stochastic_gradient.py:128: FutureWarning:

max_iter and tol parameters have been added in <class 'sklearn.linear_model.perceptron.Perceptron'> in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.

C:\Users\shera\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1135: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

Naive Bayes Classification

In [57]:
# Gives a pretty poor result

from sklearn.naive_bayes import GaussianNB

gaussian = GaussianNB()
gaussian.fit(X_train,y_train)

subject_gausian_predict = gaussian.predict(X_test)

print(accuracy_score(y_test, subject_gausian_predict))
print()
print(confusion_matrix(y_test, subject_gausian_predict))
print()
print(classification_report(y_test, subject_gausian_predict))
0.32593532022828153

[[337 551   1  11 955]
 [  1  23   0   1   0]
 [  6  64  94  17  79]
 [  0  59   6  42  14]
 [ 48 229  26  58 532]]

             precision    recall  f1-score   support

    AllBaby       0.86      0.18      0.30      1855
       Copy       0.02      0.92      0.05        25
       Misc       0.74      0.36      0.49       260
     Random       0.33      0.35      0.34       121
   SomeBaby       0.34      0.60      0.43       893

avg / total       0.67      0.33      0.35      3154

Kmeans

In [58]:
# Kmeans confirms that there are 3 clusters (copy and random are not adding anything to the models)

from sklearn.cluster import MiniBatchKMeans

error_costs = []
clusters = range(1,15)  # range of number of clusters to try

for i in clusters:
    kmeansmb_model = MiniBatchKMeans(n_clusters=i)  # i clusters
    kmeansmb = kmeansmb_model.fit(X)
    error_costs.append(kmeansmb.inertia_)

plt.scatter(clusters, error_costs, c = "blue")
plt.plot(clusters, error_costs, c = "red")
plt.title("Error Cost for different numbers of clusters")
plt.xlabel("Number of Clusters")
plt.ylabel("Error Cost (Inertia)")
plt.show()